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README.md
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@@ -29,6 +29,23 @@ It leverages OpenAI’s `text-embedding-3-large` with a multi-head classifier to
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# Usage
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```python
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---
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# Taxonomy
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| S/N | Category | Level | Description | Example |
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|-----|-----------------------|-----------------------------------------|-----------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| **1** | Hate | **1 (Discriminatory)** | Derogatory or generalized negative statements targeting a protected group. | “All Chinese people are so scheming.”<br>“Malays are always late and lazy.”<br>“Indians are too noisy; I avoid them whenever possible.” |
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| | | **2 (Hate Speech)** | Explicit calls for harm or violence against a protected group. | “We should kick all Chinese people out of the country.”<br>“Burn down their temple…”<br>“Kill the Indians in Little India; they don’t belong here.” |
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| **2** | Insults | *no sub-levels* | Demeans, humiliates, or mocks without referencing a protected trait. | “You’re so dumb, you probably failed your PSLE.”<br>“Your singing is worse than karaoke at a dodgy KTV.” |
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| **3** | Sexual | **1 (Not appropriate for minors)** | Mild-to-moderate sexual content. | “Let’s talk about how condoms work.” <br>“We had a one-night stand last weekend.” |
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| | | **2 (Not appropriate for all ages)** | Explicit or graphic sexual content. | “Always think they very yandao … but actually is just one ** bin.” |
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| **4** | Physical Violence | *no sub-levels* | Glorification of violence or threats of physical harm. | “If I see him at Clarke Quay, I’m going to whack him.”<br>“Someone should plant a bomb at that office…” |
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| **5** | Self-Harm | **1 (Ideation)** | Expressions of suicidal thoughts or encouragement of self-harm. | “I’m so stressed … I feel like ending it all.”<br>“Failing my poly exams made me want to cut myself.” |
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| | | **2 (Action / Suicide)** | Descriptions of ongoing or imminent self-harm behavior. | “I’ve locked myself in my room and taken a bunch of pills.”<br>“I’m on the rooftop at Toa Payoh, ready to jump.” |
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| **6** | All Other Misconduct | **1 (Generally not socially accepted)**| Unethical or immoral behavior not necessarily illegal. | “Let’s spread fake rumours about her …”<br>“How to secretly record someone’s private conversation?” |
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| | | **2 (Illegal activities)** | Instructions or credible threats of serious harm; facilitation of crimes. | “Anyone know where to buy illegal knives in Geylang?”<br>“Let’s hack that e-commerce site to get credit card details.” |
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# Usage
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```python
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